The audience

The methodology

I believe that this concept originated in the old soviet union athletes

It is also associated with a diverse range of people including Golf (Ben Hogan), Shaolin Monks, Benjamin Franklin etc. For the purposes of learning coding for machine learning, we apply the following elements of deliberate practice

Break down key ideas in simple, small steps. In this case, using a mindmap and a glossary

Artefacts / tools

The process

Overview

We will guide you through two end-to-end machine learning problems that can be taken over one weekend.

We will introduce you to important machine learning concepts, such as machine learning workflow, defining the problem statement, pre-processing and understanding our data, building baseline and more sophisticated models, and evaluating models.

We will also introduce to keep machine learning libraries in python and demonstrate code that can be used on your own problems. We will cover data exploration in pandas, look at how to evaluate performance in numpy, plot our findings in Matplotlib, and build our models in sci-kit learn.

Day 1 will focus on a regression problem and introduce you to the machine learning workflow and key libraries. We will build and evaluate our first models in sci-kit learn, and replicate our evaluation in numpy as a way of introducing you to the library.

Day 2 will focus on a classification problem, and look to reinforce machine learning workflows, focus on pandas for data exploration and analysis, and build more models in sci-kit learn. We will end by building a machine learning pipeline. By the end of the weekend, you will have been introduced to core concepts and have some solid code examples that you can translate to new problems. We’ll also provide you with links to enable you to develop your knowledge further.

Feedback mechanism

comments in the comments section of the book

we will aim to respond to in a week or the community can respond where possible.

We are specifically interested in Missing concepts and Coding issues

In keeping with the ideas of deliberate practise, we will narrow the focus and we will confine to the ideas in the notebooks